Named after Arsenal Football Club, whose old Highbury ground was next door.
The club was founded at the Royal Arsenal in Woolwich and moved to Highbury in 1913. The station opened in 1906 as Gillespie Road and was renamed in 1932, after a campaign by the club's manager Herbert Chapman. The old name can still be seen in the tiles.